Property testing and its connection to learning and approximation

Oded Goldreich, Shari Goldwasser, Dana Ron

Journal of the ACM

EngineeringComputational ComplexityFunction FGraph MatchingGraph Property +15

Approximation algorithms for metric facility location and <i>k</i> -Median problems using the primal-dual schema and Lagrangian relaxation

Kamal Jain, Vijay V. Vazirani

Journal of the ACM

Mathematical ProgrammingFacility PlanningEngineeringComputational ComplexityDiscrete Optimization +16

Efficient noise-tolerant learning from statistical queries

Michael Kearns

Journal of the ACM

EngineeringMachine LearningAlgorithmic LearningLearning AlgorithmStatistical Queries +17

Spectral partitioning of random graphs

Frank McSherry

Spectral TheoryGraph SparsityEngineeringNetwork AnalysisEducation +16

Algorithms for graph partitioning on the planted partition model

Anne Condon, Richard M. Karp

Random Structures and Algorithms

Improved combinatorial algorithms for the facility location and k-median problems

Moses Charikar, Suvajyoti Guha

Mathematical ProgrammingFacility PlanningEngineeringComputational ComplexityDiscrete Optimization +16

Learning to match and cluster large high-dimensional data sets for data integration

William W. Cohen, Jacob Richman

EngineeringSemantic WebText MiningNatural Language ProcessingInformation Retrieval +21

A unified approach to approximation algorithms for bottleneck problems

Dorit S. Hochbaum, David B. Shmoys

Journal of the ACM

Mathematical ProgrammingEngineeringNetwork RoutingNetwork AnalysisComputational Complexity +17

Clustering with qualitative information

Moses Charikar, Venkatesan Guruswami, Anthony Wirth

Journal of Computer and System Sciences

Document ClusteringEngineeringData ScienceData MiningSymbolic Data Analysis +5

Efficient Testing of Large Graphs

Noga Alon, Eldar Fischer, Michael Krivelevich, +1

COMBINATORICA

Cluster ComputingEfficient TestingEngineeringGraph TheoryData Science +8